{"id":"W4392257914","doi":"10.1007/978-3-031-31090-4_44","title":"The Future of Simulation","year":2023,"lang":"en","type":"book-chapter","venue":"Comprehensive healthcare simulation","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Michener Institute","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002960433,0.0005582827,0.0008965801,0.0004841779,0.0005838996,0.0000333054,0.000204748,0.0009491473,0.0001323422],"category_scores_gemma":[0.000139129,0.0004807253,0.0003960279,0.0002913831,0.0002190219,0.00009572006,0.00007545526,0.0009808672,0.0002668176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006195792,"about_ca_system_score_gemma":0.00120091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006557959,"about_ca_topic_score_gemma":0.00005349798,"domain_scores_codex":[0.9959255,0.0001435613,0.001608837,0.0006999261,0.001154504,0.0004676953],"domain_scores_gemma":[0.9864818,0.00461366,0.001231081,0.001323931,0.00602182,0.0003276466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001017551,0.00005033067,0.005132369,0.003992314,0.0003256128,0.00001920864,0.00149456,0.801864,0.00001432947,0.08550012,0.00198527,0.0986043],"study_design_scores_gemma":[0.002357092,0.0009687764,0.07193632,0.003156541,0.0004763491,0.00001637311,0.001475152,0.3238393,0.0000197397,0.04335979,0.5512892,0.001105312],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.07567751,0.2251821,0.01354733,0.290141,0.1204988,0.09030428,0.004207549,0.01115367,0.1692878],"genre_scores_gemma":[0.9218187,0.001112613,0.0001641955,0.001147545,0.003350214,0.00005004052,0.001527225,0.000289157,0.07054035],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8461412,"threshold_uncertainty_score":0.9997644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09529472669609977,"score_gpt":0.3976007104384199,"score_spread":0.3023059837423202,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}